Forthcoming
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Maryam Moradpour, Pankaj Kumar, and Gholam Ali Hoshyaripour: Convolutional Neural Networks for Wildfire Spread and Intensity Prediction, Journal of Geophysical Research - Machine Learning and Computation, submitted.
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Gholam Ali Hoshyaripour, Andreas Baer, Sascha Bierbauer, Dominik Brunner, Jochen Förstner, Arash Hamzehloo, Valentin Hanft, Corina Keller, Martina Klose, Pankaj Kumar, Patrick Ludwig, Enrico Metzner, Lisa Muth, Andreas Pauling, Nikolas Porz, Thomas Reddmann, Luca Reißig, Roland Ruhnke, Khompat Satitkovitchai, Axel Seifert, Miriam Sinnhuber, Michael Steiner, Stefan Versick, Heike Vogel, Michael Weimer, Sven Werchner, and Corinna Hoose: The Atmospheric Composition Component of the ICON modeling framework: ICON-ART version 2025.04, Geoscientific Model Development, under review [link].
Published / Accepted
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Pankaj Kumar, Heike Vogel, Julia Bruckert, Lisa Janina Muth, and Gholam Ali Hoshyaripour: MieAI: A neural network for calculating optical properties of internally mixed aerosol in atmospheric models, npj Climate and Atmospheric Science, 2024 [link].
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Raina Roy, Pankaj Kumar, Jayanarayanan Kuttippurath, and Franck Lefevre: Chemical ozone loss and chlorine activation in the Antarctic winters 2013–2020, Atmospheric Chemistry and Physics, 2024 [link].
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Jayanarayanan Kuttippurath, Vikas Kumar Patel, Raina Roy, and Pankaj Kumar: Sources, variability, long-term trends and radiative forcing of the aerosols in the Arctic: Implications for Arctic amplification, Environmental Science and Pollution Research, 2023 [link].
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Rahul Kumar, Jayanarayanan Kuttippurath, G. S. Gopikrishnan, Pankaj Kumar & Hamza Varikoden: Enhanced surface temperature over India in 1980-2020: Casual links of the drivers, trends and future projections, npj Climate and Atmospheric Science, 2023 [link].
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R. Kashyap, J. Kuttippurath and P. Kumar: Browning of vegetation in efficient carbon sink regions of India during the past two decades is driven by climate change and anthropogenic intrusions, Journal of Environmental Management, 2023 [link].
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R. Roy, J. Kuttippurath, F. Lefèvre, S. Raj, and P. Kumar: The Sudden Stratospheric Warming and Chemical ozone loss in the Antarctic winter 2019: Comparison with the winters of 1988 and 2002, Theoretical and Applied Climatology, 2022 [link].
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Divakaran Ardra, Jayanarayanan Kuttippurath, Raina Roy, Pankaj Kumar, Sarath Raj, Rolf Mueller, and Wuhu Feng: The unprecedented ozone loss in the Arctic winter and spring of 2010/2011 and 2019/2020, ACS Earth and Space Chemistry, 2022 [link].
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S. Murasingh, J. Kuttippurath, S. Sandeep Dash, R. Ramesan, S. Raj, Madan K. Jha, and P. Kumar: Long-term trends and projections of hydrological fluxes under RCP climate change scenarios for a mountainous river basin of Northeast India, Journal of Water and Climate Change, 2022 [link].
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Pankaj Kumar, Jayanarayanan Kuttippurath and Adway Mitra: Causal discovery of drivers of surface ozone variability in Antarctica using a deep learning algorithm, RSC Environmental Science: Processes & Impacts, 2022 [link].
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Pankaj Kumar, Jayanarayanan Kuttippurath, Peter von der Gathen, Irina Petropavlovskikh, Bryan Johnson, Audra McClure-Begley, Paolo Cristofanelli, Paolo Bonasoni, Maria Elena Barlasina, and Ricardo Sánchez: The increasing surface and tropospheric ozone in Antarctica and their possible drivers, Environmental Science & Technology, 2021 [link].
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J. Kuttippurath, W. Feng, R. Müller, P. Kumar, S. Raj, G. S. Gopikrishnan and R. Roy: Exceptional loss in ozone in the Arctic winter/spring 2020, Atmospheric Chemistry and Physics, 2021 [paper, summary].
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J. Kuttippurath, F. Lefèvre, S. Raj, P. Kumar, and K. Abbhishek: The ozone hole measurements at the Indian station Maitri in Antarctica, Polar Science, 2021 [link].
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J. Kuttippurath, S. Murasingh, P. A. Stott, B. Balan Sarojini, M. K. Jha, P. Kumar, P. J. Nair, H. Varikoden, S. Raj, P. A. Francis, and P. C. Pandey : Observed rainfall changes in the past century (1901–2019) over northeast India and the wettest place on the Earth, Environmental Research Letters, 2020 [link].
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J. Kuttippurath, P. Kumar, P. J. Nair, and P. C. Pandey: Emergence of ozone recovery evidenced by reduction in the occurrence of Antarctic ozone loss saturation, npj Climate and Atmospheric Science, 2018 [link].
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J. Kuttippurath, P. Kumar, P. J. Nair, and A. Chakraborty: Accuracy of satellite total column ozone measurements in polar vortex conditions: Comparison with ground-based observations in 1979–2013, Remote Sensing of Environment, 2018 [link].
Conferences
Georgios Evangelopoulos, Gholamali Hoshyaripour, Jörg Meyer, Pankaj Kumar, Julia Bruckert and Achim Streit: Accelerating Weather Forecasting: A Neural Network-Based Emulation of ISORROPIA, eScience'25 (21st IEEE International eScience Conference), Chicago, USA, September 2025.
Pankaj Kumar, Heike Vogel, Roland Wirth, Daniel Krueger, Jochen Forstner, Corinna Hoose and Ali Hoshyaripour: Coupling ICON-Seamless with ART: First results, 14th REKLIM Workshop 2024, Bad Salzschlirf, Germany, March 2024.
Pankaj Kumar, Heike Vogel, Roland Wirth, Daniel Krueger, Jochen Forstner, Corinna Hoose and Ali Hoshyaripour: Influence of ICON-ART coupling with ocean on sea salt emissions, ICCARUS (ICON/COSMO/CLM/ART USER Seminar) 2024, DWD Headquarter, Offenbach, Germany, March 2024.
Pankaj Kumar and the ICON-SmART team: Towards full coupling of ICON-Seamless and ART: Overview and preliminary results for sea salt emissions, HErZ Annual Meeting 2024, DWD Headquarter, Offenbach, Germany, Februrary 2024.
Pankaj Kumar and Ali Hoshyaripour: Online calculation of aerosol optics in atmospheric models with machine learning, EGU General Assembly, Vienna, Austria, April 2023 [link].
Pankaj Kumar and Ali Hoshyaripour: Emulation of aerosol optics in atmospheric models with machine learning, ICCARUS (ICON/COSMO/CLM/ART USER Seminar) 2023, DWD Headquarter, Offenbach, Germany, March 2023.
Pankaj Kumar, Jayanarayanan Kuttippurath, Peter von der Gathen, Irina Petropavlovskikh, Bryan Johnson, Audra McClure-Begley, Paolo Cristofanelli, Paolo Bonasoni, Maria Elena Barlasina, and Ricardo Sánchez: The increasing surface and tropospheric ozone in Antarctica and their possible drivers, 6th LOTUS Workshop (Long-term Ozone Trends and Uncertainties in the Stratosphere), Helsinki, Finland, June 2022.
Pankaj Kumar and Jayanarayanan Kuttippurath: Tropical teleconnection and climate impacts of tropospheric ozone variability in Antarctica, National Conference on Polar Sciences, Goa, India, August 2019 [pdf].
Pankaj Kumar, Jayanarayanan Kuttippurath, Prijitha J. Nair, and Arun Chakroborty: Accuracy of Ground-based measurements in Polar Vortex conditions: Comparison to TOMS/OMI observations during 1979–2013, EGU General Assembly, Vienna, Austria, April 2017 [pdf].